Visualización y Análisis en

class: center, middle, inverse, title-slide

# Visualización y Análisis en <img height="90" width="90" class="fa" src="data:image/svg+xml;base64,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" />
## Sesión II
### Javier Tamayo Leiva <br><a href="mailto:j.tamayo.leiva@gmail.com"><img height="30" width="30" src="data:image/svg+xml;base64,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" /></a> <a href="https://orcid.org/0000-0003-2610-6957"><img height="30" width="30" src="data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0iVVRGLTgiIHN0YW5kYWxvbmU9Im5vIj8+CjxzdmcKICAgeG1sbnM6ZGM9Imh0dHA6Ly9wdXJsLm9yZy9kYy9lbGVtZW50cy8xLjEvIgogICB4bWxuczpjYz0iaHR0cDovL2NyZWF0aXZlY29tbW9ucy5vcmcvbnMjIgogICB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiCiAgIHhtbG5zOnN2Zz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciCiAgIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIKICAgeG1sbnM6c29kaXBvZGk9Imh0dHA6Ly9zb2RpcG9kaS5zb3VyY2Vmb3JnZS5uZXQvRFREL3NvZGlwb2RpLTAuZHRkIgogICB4bWxuczppbmtzY2FwZT0iaHR0cDovL3d3dy5pbmtzY2FwZS5vcmcvbmFtZXNwYWNlcy9pbmtzY2FwZSIKICAgaW5rc2NhcGU6dmVyc2lvbj0iMS4wICg0MDM1YTRmLCAyMDIwLTA1LTAxKSIKICAgc29kaXBvZGk6ZG9jbmFtZT0ib3JjaWQuc3ZnIgogICBpZD0ic3ZnODM3IgogICB2ZXJzaW9uPSIxLjEiCiAgIHZpZXdCb3g9IjAgMCAyNCAyNCIKICAgcm9sZT0iaW1nIj4KICA8bWV0YWRhdGEKICAgICBpZD0ibWV0YWRhdGE4NDMiPgogICAgPHJkZjpSREY+CiAgICAgIDxjYzpXb3JrCiAgICAgICAgIHJkZjphYm91dD0iIj4KICAgICAgICA8ZGM6Zm9ybWF0PmltYWdlL3N2Zyt4bWw8L2RjOmZvcm1hdD4KICAgICAgICA8ZGM6dHlwZQogICAgICAgICAgIHJkZjpyZXNvdXJjZT0iaHR0cDovL3B1cmwub3JnL2RjL2RjbWl0eXBlL1N0aWxsSW1hZ2UiIC8+CiAgICAgIDwvY2M6V29yaz4KICAgIDwvcmRmOlJERj4KICA8L21ldGFkYXRhPgogIDxkZWZzCiAgICAgaWQ9ImRlZnM4NDEiIC8+CiAgPHNvZGlwb2RpOm5hbWVkdmlldwogICAgIGlua3NjYXBlOmN1cnJlbnQtbGF5ZXI9InN2ZzgzNyIKICAgICBpbmtzY2FwZTp3aW5kb3ctbWF4aW1pemVkPSIwIgogICAgIGlua3NjYXBlOndpbmRvdy15PSIyMyIKICAgICBpbmtzY2FwZTp3aW5kb3cteD0iMCIKICAgICBpbmtzY2FwZTpjeT0iMTIiCiAgICAgaW5rc2NhcGU6Y3g9IjEyIgogICAgIGlua3NjYXBlOnpvb209IjI5LjY2NjY2NyIKICAgICBzaG93Z3JpZD0iZmFsc2UiCiAgICAgaWQ9Im5hbWVkdmlldzgzOSIKICAgICBpbmtzY2FwZTp3aW5kb3ctaGVpZ2h0PSI5MjgiCiAgICAgaW5rc2NhcGU6d2luZG93LXdpZHRoPSI3NzYiCiAgICAgaW5rc2NhcGU6cGFnZXNoYWRvdz0iMiIKICAgICBpbmtzY2FwZTpwYWdlb3BhY2l0eT0iMCIKICAgICBndWlkZXRvbGVyYW5jZT0iMTAiCiAgICAgZ3JpZHRvbGVyYW5jZT0iMTAiCiAgICAgb2JqZWN0dG9sZXJhbmNlPSIxMCIKICAgICBib3JkZXJvcGFjaXR5PSIxIgogICAgIGJvcmRlcmNvbG9yPSIjNjY2NjY2IgogICAgIHBhZ2Vjb2xvcj0iI2ZmZmZmZiIKICAgICBpbmtzY2FwZTpkb2N1bWVudC1yb3RhdGlvbj0iMCIgLz4KICA8dGl0bGUKICAgICBpZD0idGl0bGU4MzMiPk9SQ0lEIGljb248L3RpdGxlPgogIDxwYXRoCiAgICAgc3R5bGU9ImZpbGw6IzhhYjBiZjtmaWxsLW9wYWNpdHk6MSIKICAgICBpZD0icGF0aDgzNSIKICAgICBkPSJNMTIgMEM1LjM3MiAwIDAgNS4zNzIgMCAxMnM1LjM3MiAxMiAxMiAxMiAxMi01LjM3MiAxMi0xMlMxOC42MjggMCAxMiAwek03LjM2OSA0LjM3OGMuNTI1IDAgLjk0Ny40MzEuOTQ3Ljk0N3MtLjQyMi45NDctLjk0Ny45NDdhLjk1Ljk1IDAgMCAxLS45NDctLjk0N2MwLS41MjUuNDIyLS45NDcuOTQ3LS45NDd6bS0uNzIyIDMuMDM4aDEuNDQ0djEwLjA0MUg2LjY0N1Y3LjQxNnptMy41NjIgMGgzLjljMy43MTIgMCA1LjM0NCAyLjY1MyA1LjM0NCA1LjAyNSAwIDIuNTc4LTIuMDE2IDUuMDI1LTUuMzI1IDUuMDI1aC0zLjkxOVY3LjQxNnptMS40NDQgMS4zMDN2Ny40NDRoMi4yOTdjMy4yNzIgMCA0LjAyMi0yLjQ4NCA0LjAyMi0zLjcyMiAwLTIuMDE2LTEuMjg0LTMuNzIyLTQuMDk3LTMuNzIyaC0yLjIyMnoiIC8+Cjwvc3ZnPgo=" /></a> <a href="https://scholar.google.com/citations?user=Rr-4cmQwXX4C&hl=es"><img height="30" width="30" src="data:image/svg+xml;base64,<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<svg
   xmlns:dc="http://purl.org/dc/elements/1.1/"
   xmlns:cc="http://creativecommons.org/ns#"
   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
   xmlns:svg="http://www.w3.org/2000/svg"
   xmlns="http://www.w3.org/2000/svg"
   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
   width="384"
   height="512"
   viewBox="0 0 384 512"
   version="1.1"
   id="svg8"
   inkscape:version="1.0 (4035a4f, 2020-05-01)"
   sodipodi:docname="google-scholar.svg">
  <title
     id="title833">Google Scholar</title>
  <defs
     id="defs2" />
  <sodipodi:namedview
     id="base"
     pagecolor="#ffffff"
     bordercolor="#666666"
     borderopacity="1.0"
     inkscape:pageopacity="0.0"
     inkscape:pageshadow="2"
     inkscape:zoom="0.75"
     inkscape:cx="192"
     inkscape:cy="256"
     inkscape:document-units="px"
     inkscape:current-layer="layer6"
     inkscape:document-rotation="0"
     showgrid="true"
     units="px"
     showguides="true"
     inkscape:guide-bbox="true"
     inkscape:window-width="1680"
     inkscape:window-height="958"
     inkscape:window-x="0"
     inkscape:window-y="23"
     inkscape:window-maximized="1">
    <inkscape:grid
       type="xygrid"
       id="grid10"
       empspacing="4" />
    <sodipodi:guide
       position="384.00001,64"
       orientation="0,1"
       id="guide23"
       inkscape:label="baseline"
       inkscape:locked="true"
       inkscape:color="rgb(0,0,255)" />
  </sodipodi:namedview>
  <metadata
     id="metadata5">
    <rdf:RDF>
      <cc:Work
         rdf:about="">
        <dc:format>image/svg+xml</dc:format>
        <dc:type
           rdf:resource="http://purl.org/dc/dcmitype/StillImage" />
        <dc:title>Google Scholar</dc:title>
        <cc:license
           rdf:resource="http://scripts.sil.org/OFL" />
        <dc:subject>
          <rdf:Bag>
            <rdf:li>Google Scholar</rdf:li>
          </rdf:Bag>
        </dc:subject>
      </cc:Work>
      <cc:License
         rdf:about="http://scripts.sil.org/OFL">
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/Reproduction" />
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/Distribution" />
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/Embedding" />
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/DerivativeWorks" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/Notice" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/Attribution" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/ShareAlike" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/DerivativeRenaming" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/BundlingWhenSelling" />
      </cc:License>
    </rdf:RDF>
  </metadata>
  <g
     inkscape:groupmode="layer"
     id="layer6"
     inkscape:label="icon">
    <path
       style="fill:#8ab0bf;fill-opacity:1;stroke-width:0.0647871"
       d="M 343.75868,106.66243 V 79.430205 L 363.52365,63.999997 H 149.63354 L 20.476345,176.2736 h 85.656075 c -0.15534,2.12494 -0.21914,4.04644 -0.21914,6.22563 0,20.84472 7.2192,38.08662 21.67203,51.86089 14.45284,13.79702 32.25124,20.64784 53.32651,20.64784 4.92319,0 9.75059,-0.36794 14.43842,-1.02419 -2.90722,6.50082 -4.37457,12.52302 -4.37457,18.14228 0,9.87526 4.49924,20.4304 13.46715,31.6418 -39.23377,2.6705 -68.06112,9.73264 -86.43702,21.16322 -10.53108,6.49907 -19.000207,14.70396 -25.390349,24.5311 -6.390569,9.89933 -9.577754,20.51525 -9.577754,31.9616 0,9.64822 2.062375,18.33611 6.21907,26.06233 4.156694,7.7263 9.577757,14.07047 16.312223,18.98408 6.71825,4.96781 14.46899,9.10088 23.219,12.46874 8.73429,3.34378 17.40643,5.71858 26.06106,7.06258 8.62707,1.34222 17.20471,1.9985 25.70579,1.9985 13.46887,0 26.95353,-1.73428 40.54711,-5.18707 13.56165,-3.48461 26.28022,-8.64143 38.17105,-15.4927 11.85935,-6.80488 21.51545,-16.0865 28.9219,-27.7183 7.39024,-11.67998 11.09457,-24.80499 11.09457,-39.33613 0,-11.01584 -2.24964,-21.03852 -6.7502,-30.14073 -4.46864,-9.07202 -9.93785,-16.54102 -16.45271,-22.34403 -6.5008,-5.81263 -12.99987,-11.15539 -19.51512,-15.9679 -6.50083,-4.84488 -12.00021,-9.75058 -16.46884,-14.8129 -4.4848,-5.04657 -6.73444,-10.05419 -6.73444,-14.98395 0,-4.92145 1.73422,-9.67183 5.21588,-14.26559 3.45451,-4.6095 7.67376,-9.04795 12.60967,-13.30571 4.93756,-4.24944 9.87523,-8.96788 14.79665,-14.13302 4.92147,-5.14719 9.14072,-11.82739 12.60971,-20.00822 3.48467,-8.17907 5.20318,-17.44489 5.20318,-27.75679 0,-13.4527 -2.54714,-24.46065 -7.54735,-33.31348 -0.59369,-1.02243 -1.21757,-1.80338 -1.87511,-3.02225 l 56.90745,-46.672136 v 17.118526 c -7.39373,0.92969 -6.62422,5.34582 -6.62422,10.6352 v 128.66719 c 0,5.95832 4.8751,10.83382 10.83386,10.83382 h 3.98869 c 5.95835,0 10.83386,-4.87506 10.83386,-10.83382 V 117.29282 c 0,-5.27669 0.77741,-9.68801 -6.56167,-10.63039 z M 236.39865,329.14114 c 1.14099,0.7503 3.7039,2.78075 7.7184,6.03838 4.0495,3.24319 6.797,5.69582 8.26567,7.41432 1.43851,1.66381 3.5792,4.16501 6.37617,7.54734 2.81268,3.3744 4.7184,6.30394 5.71853,8.73425 1.00016,2.4767 2.01603,5.46089 3.04636,8.94556 0.98567,3.44488 1.48486,6.97595 1.48486,10.56169 0,17.04813 -6.56338,29.68007 -19.65604,37.85915 -13.125,8.18083 -28.76651,12.27368 -46.93767,12.27368 -9.18709,0 -18.2031,-1.09289 -27.06247,-3.1951 -8.84322,-2.11665 -17.31192,-5.3362 -25.39035,-9.60185 -8.07846,-4.25771 -14.57754,-10.20337 -19.50072,-17.79659 -4.93764,-7.64012 -7.40645,-16.41464 -7.40645,-26.24962 0,-10.32022 2.79692,-19.28987 8.42233,-26.90588 5.59343,-7.62564 12.93774,-13.3919 22.03208,-17.3154 9.0624,-3.94582 18.24946,-6.74232 27.56166,-8.39827 9.31221,-1.7023 18.79679,-2.555 28.43842,-2.555 4.46862,0 7.93582,0.25115 10.40465,0.69607 0.45456,0.21918 3.03188,2.07025 7.73456,5.56326 4.70401,3.46237 7.62565,5.59519 8.75047,6.38401 z m -3.35823,-100.5779 c -7.40648,8.85938 -17.73454,13.2882 -30.95363,13.2882 -11.85933,0 -22.29766,-4.76482 -31.26554,-14.31195 -8.99984,-9.52309 -15.42235,-20.32803 -19.34408,-32.43061 -3.93752,-12.10871 -5.90585,-23.98423 -5.90585,-35.648 0,-13.6942 3.59542,-25.35184 10.7809,-34.97598 7.18727,-9.64952 17.49915,-14.48477 30.93786,-14.48477 11.87507,0 22.37423,5.03825 31.43704,15.15677 9.09434,10.08482 15.60961,21.41303 19.5169,33.96799 3.92176,12.5392 5.87345,24.52979 5.87345,35.98399 0,13.44658 -3.70256,24.60984 -11.07663,33.45436 z"
       id="path2" />
  </g>
</svg>
" /></a> <a href="https://www.researchgate.net/profile/Javier-Tamayo"><img height="30" width="30" src="data:image/svg+xml;base64,<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<svg
   xmlns:dc="http://purl.org/dc/elements/1.1/"
   xmlns:cc="http://creativecommons.org/ns#"
   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
   xmlns:svg="http://www.w3.org/2000/svg"
   xmlns="http://www.w3.org/2000/svg"
   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
   width="384"
   height="512"
   viewBox="0 0 384 512"
   version="1.1"
   id="svg8"
   inkscape:version="1.0 (4035a4f, 2020-05-01)"
   sodipodi:docname="researchgate.svg">
  <title
     id="title833">ResearchGate</title>
  <defs
     id="defs2" />
  <sodipodi:namedview
     id="base"
     pagecolor="#ffffff"
     bordercolor="#666666"
     borderopacity="1.0"
     inkscape:pageopacity="0.0"
     inkscape:pageshadow="2"
     inkscape:zoom="0.75"
     inkscape:cx="192"
     inkscape:cy="256"
     inkscape:document-units="px"
     inkscape:current-layer="layer6"
     inkscape:document-rotation="0"
     showgrid="true"
     units="px"
     showguides="true"
     inkscape:guide-bbox="true"
     inkscape:window-width="1680"
     inkscape:window-height="958"
     inkscape:window-x="0"
     inkscape:window-y="23"
     inkscape:window-maximized="1">
    <inkscape:grid
       type="xygrid"
       id="grid10"
       empspacing="4" />
    <sodipodi:guide
       position="384.00001,64"
       orientation="0,1"
       id="guide23"
       inkscape:label="baseline"
       inkscape:locked="true"
       inkscape:color="rgb(0,0,255)" />
  </sodipodi:namedview>
  <metadata
     id="metadata5">
    <rdf:RDF>
      <cc:Work
         rdf:about="">
        <dc:format>image/svg+xml</dc:format>
        <dc:type
           rdf:resource="http://purl.org/dc/dcmitype/StillImage" />
        <dc:title>ResearchGate</dc:title>
        <cc:license
           rdf:resource="http://scripts.sil.org/OFL" />
        <dc:subject>
          <rdf:Bag>
            <rdf:li>ResearchGate</rdf:li>
          </rdf:Bag>
        </dc:subject>
      </cc:Work>
      <cc:License
         rdf:about="http://scripts.sil.org/OFL">
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/Reproduction" />
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/Distribution" />
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/Embedding" />
        <cc:permits
           rdf:resource="http://scripts.sil.org/pub/OFL/DerivativeWorks" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/Notice" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/Attribution" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/ShareAlike" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/DerivativeRenaming" />
        <cc:requires
           rdf:resource="http://scripts.sil.org/pub/OFL/BundlingWhenSelling" />
      </cc:License>
    </rdf:RDF>
  </metadata>
  <g
     inkscape:groupmode="layer"
     id="layer6"
     inkscape:label="icon">
    <path
       style="fill:#8ab0bf;fill-opacity:1;stroke-width:0.0663148"
       d="M 228.65968,408.10149 C 208.46616,386.12784 181.4422,350.83324 158.962,310.93516 c 37.13444,-8.68487 64.63318,-43.55027 64.63318,-78.38386 0,-51.3457 -39.88089,-75.17678 -92.16329,-75.17678 -27.02266,0 -48.583367,1.36546 -68.715441,1.36546 -18.369155,0 -36.722401,0 -48.154153,-0.4447 v 13.30466 l 17.401097,3.19159 c 11.968845,2.30214 18.78249,7.76579 18.78249,36.21494 v 180.59919 c 0,28.43543 -6.813222,33.92871 -18.78249,36.19953 l -17.401097,3.25258 v 13.25908 c 12.367998,-0.4447 33.912828,-1.3513 55.473533,-1.3513 20.62404,0 47.217451,0.9066 58.680561,1.3513 v -13.25908 l -23.84698,-3.25258 c -12.366696,-1.796 -18.813848,-7.7641 -18.813848,-36.19953 v -76.54225 c 11.002507,0.92078 20.624038,0.92078 35.325548,0.92078 27.95932,49.94887 54.55102,87.55896 69.65214,104.9618 13.779,16.52587 34.84949,27.05401 61.44162,27.05401 7.78128,0 16.02316,-1.36721 21.05458,-3.68315 v -11.89361 c -16.49625,0 -32.99204,-11.47725 -44.8702,-24.3213 z M 119.06392,295.34424 c -15.59093,0 -22.434257,-0.41463 -33.007939,-1.41103 V 178.91935 c 10.573682,-0.92079 24.751869,-0.92079 37.135739,-0.92079 38.53132,0 61.42745,20.19525 61.42745,56.83902 0,36.21495 -24.73641,60.50666 -65.55525,60.50666 z m 139.93416,-115.7035 c -0.4606,-2.4087 -0.87524,-5.21701 -1.24303,-8.45544 -0.38328,-3.26846 -0.63033,-7.10411 -0.78243,-11.63108 -0.15386,-4.49562 -0.21509,-9.98891 -0.21509,-16.28098 0,-6.32297 0.0616,-11.7398 0.21509,-16.25087 0.15258,-4.52698 0.39915,-8.4099 0.78243,-11.64703 0.36778,-3.22291 0.78243,-6.0467 1.24303,-8.45541 0.4447,-2.4246 1.02776,-4.72679 1.78055,-6.981678 3.94262,-11.923264 10.40396,-20.884861 19.44246,-26.901503 9.0226,-6.015342 20.08653,-9.036752 33.22147,-9.036752 6.75224,0 12.87587,0.782429 18.30773,2.377345 5.37082,1.580761 10.1887,3.760457 14.43897,6.552435 4.18926,2.762339 7.81137,6.015349 10.80317,9.698476 3.06868,3.697285 5.53882,7.641624 7.47319,11.877718 0.75106,1.349583 0.53752,2.424608 -0.65998,3.175676 l -16.68012,6.858773 c -1.41275,0.75278 -2.40869,0.36907 -3.19287,-1.12058 -3.74283,-6.93613 -6.93611,-11.49275 -12.18281,-14.806757 -5.30941,-3.299853 -10.22007,-4.865129 -18.3077,-4.865129 -8.79314,0 -12.7216,1.748734 -18.22953,5.693102 -5.46364,3.867008 -9.46901,8.732137 -11.83217,16.142614 -0.47437,1.33581 -0.9053,2.99348 -1.41104,4.94203 -0.41463,1.97991 -0.75278,4.40452 -0.9663,7.24247 -0.21544,2.83925 -0.41464,6.35308 -0.59855,10.49678 -0.12246,4.14373 -0.18403,9.17686 -0.18403,15.00788 0,5.86107 0.0616,10.8942 0.18403,15.03794 0.18402,4.12779 0.38328,7.64162 0.59855,10.48086 0.2135,2.86931 0.55167,5.27805 0.9663,7.27386 0.50616,1.91846 0.93667,3.57483 1.41104,4.92613 2.36316,7.38084 5.74037,11.41585 10.71205,14.65467 4.91068,3.28394 10.55651,5.64755 19.34965,5.64755 7.81134,0 14.96232,-2.22524 19.62634,-5.61746 4.61979,-3.39094 8.45544,-7.87108 10.17452,-13.99472 0.75281,-2.57843 1.71916,-5.78588 2.3791,-9.71393 0.59853,-3.92843 0.59853,-8.08632 0.59853,-13.82497 0,-0.9066 -0.5074,-1.36721 -1.3513,-1.36721 h -26.71631 c -1.50383,0 -2.24073,-0.73558 -2.24073,-2.23898 v -15.31466 c 0,-1.51931 0.7369,-2.25661 2.24073,-2.25661 h 49.02807 c 1.53521,0 2.25661,0.73688 2.25661,2.25661 v 13.08938 c 0,6.93614 0,13.36612 -0.7214,19.32001 -0.69131,5.95392 -1.62625,11.10951 -2.80789,14.86822 -3.74453,11.7712 -9.68254,20.14969 -18.78247,26.39405 -9.1313,6.29165 -20.90079,9.68257 -33.6838,9.68257 -13.13494,0 -24.19891,-3.02183 -33.22147,-9.0226 -9.0385,-6.07635 -15.49984,-14.99239 -19.44246,-26.91566 -0.75279,-2.25489 -1.33585,-4.57253 -1.78055,-6.99714 z"
       id="path2" />
  </g>
</svg>
" /></a> <a href="https://twitter.com/TamayoLeiva_J"><img height="30" width="30" src="data:image/svg+xml;base64,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" /></a> <a href="https://github.com/TamayoLeivaJ"><img height="30" width="30" src="data:image/svg+xml;base64,<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<svg
   xmlns:dc="http://purl.org/dc/elements/1.1/"
   xmlns:cc="http://creativecommons.org/ns#"
   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
   xmlns:svg="http://www.w3.org/2000/svg"
   xmlns="http://www.w3.org/2000/svg"
   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
   role="img"
   viewBox="0 0 24 24"
   version="1.1"
   id="svg837"
   sodipodi:docname="github.svg"
   inkscape:version="1.0 (4035a4f, 2020-05-01)">
  <metadata
     id="metadata843">
    <rdf:RDF>
      <cc:Work
         rdf:about="">
        <dc:format>image/svg+xml</dc:format>
        <dc:type
           rdf:resource="http://purl.org/dc/dcmitype/StillImage" />
      </cc:Work>
    </rdf:RDF>
  </metadata>
  <defs
     id="defs841">
    <filter
       height="3.4289951"
       y="-1.2144976"
       width="3.371689"
       x="-1.1858445"
       id="filter842"
       style="color-interpolation-filters:sRGB"
       inkscape:collect="always">
      <feGaussianBlur
         id="feGaussianBlur844"
         stdDeviation="11.790277"
         inkscape:collect="always" />
    </filter>
  </defs>
  <sodipodi:namedview
     inkscape:document-rotation="0"
     pagecolor="#ffffff"
     bordercolor="#666666"
     borderopacity="1"
     objecttolerance="10"
     gridtolerance="10"
     guidetolerance="10"
     inkscape:pageopacity="0"
     inkscape:pageshadow="2"
     inkscape:window-width="1675"
     inkscape:window-height="878"
     id="namedview839"
     showgrid="false"
     inkscape:zoom="29.666667"
     inkscape:cx="2.5831517"
     inkscape:cy="12"
     inkscape:window-x="5"
     inkscape:window-y="23"
     inkscape:window-maximized="0"
     inkscape:current-layer="svg837" />
  <title
     id="title833">GitHub icon</title>
  <path
     d="m 12,0.297 c -6.63,0 -12,5.373 -12,12 0,5.303 3.438,9.8 8.205,11.385 0.6,0.113 0.82,-0.258 0.82,-0.577 0,-0.285 -0.01,-1.04 -0.015,-2.04 C 5.672,21.789 4.968,19.455 4.968,19.455 4.422,18.07 3.633,17.7 3.633,17.7 2.546,16.956 3.717,16.971 3.717,16.971 c 1.205,0.084 1.838,1.236 1.838,1.236 1.07,1.835 2.809,1.305 3.495,0.998 C 9.158,18.429 9.467,17.9 9.81,17.6 7.145,17.3 4.344,16.268 4.344,11.67 4.344,10.36 4.809,9.29 5.579,8.45 5.444,8.147 5.039,6.927 5.684,5.274 c 0,0 1.005,-0.322 3.3,1.23 0.96,-0.267 1.98,-0.399 3,-0.405 1.02,0.006 2.04,0.138 3,0.405 2.28,-1.552 3.285,-1.23 3.285,-1.23 0.645,1.653 0.24,2.873 0.12,3.176 0.765,0.84 1.23,1.91 1.23,3.22 0,4.61 -2.805,5.625 -5.475,5.92 0.42,0.36 0.81,1.096 0.81,2.22 0,1.606 -0.015,2.896 -0.015,3.286 0,0.315 0.21,0.69 0.825,0.57 C 20.565,22.092 24,17.592 24,12.297 c 0,-6.627 -5.373,-12 -12,-12"
     id="path835"
     style="fill:#000000;fill-opacity:1;stroke-width:1.00157;stroke-miterlimit:4;stroke-dasharray:none;fill-rule:nonzero;stroke:none;stroke-opacity:1" />
  <path
     style="fill:#8ab0bf;fill-opacity:1;fill-rule:nonzero;stroke:none;stroke-width:0.0337609;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
     d="M 7.993264,23.585133 C 6.9185801,23.201202 5.8020779,22.607862 4.9089944,21.946067 4.3484046,21.530657 4.0224351,21.248085 3.5096248,20.733 1.7813611,18.997071 0.65296815,16.838843 0.20833874,14.418775 -0.04184898,13.057031 -0.03607219,11.508634 0.22446807,10.095506 0.53652821,8.4029421 1.2264119,6.7854995 2.2589938,5.3255293 2.8014221,4.5585884 3.7452068,3.5622119 4.5045,2.9548931 7.7063154,0.39392966 11.950234,-0.36079442 15.816564,0.94319423 c 1.69733,0.57245447 3.199558,1.48549027 4.489899,2.72890467 1.91982,1.8500015 3.142196,4.2273865 3.554021,6.9121711 0.08401,0.54769 0.09055,0.668254 0.09135,1.685393 9.4e-4,1.195809 -0.02474,1.481634 -0.218588,2.432406 -0.709497,3.479966 -2.954062,6.466632 -6.133238,8.161016 -0.766122,0.408315 -1.774879,0.799836 -2.060784,0.799836 -0.227988,0 -0.414545,-0.100171 -0.50056,-0.268773 -0.06561,-0.128611 -0.06788,-0.195575 -0.06807,-2.013592 -1.68e-4,-1.482118 -0.0107,-1.950199 -0.04974,-2.20926 -0.08794,-0.583424 -0.29537,-1.080813 -0.590616,-1.416231 -0.07725,-0.08776 -0.122147,-0.159559 -0.09978,-0.159559 0.105187,0 0.797053,-0.114037 1.142748,-0.188354 0.845104,-0.181679 1.696341,-0.536726 2.260239,-0.942735 0.348898,-0.251209 0.847573,-0.766802 1.074046,-1.110484 0.437287,-0.663601 0.697664,-1.408094 0.854695,-2.443821 0.06953,-0.458578 0.05846,-1.868532 -0.01743,-2.220497 C 19.372411,9.8902898 19.08494,9.2780562 18.591376,8.6591761 L 18.413654,8.4363297 18.459632,8.3028776 C 18.635093,7.7935962 18.68372,6.8584184 18.56623,6.2528091 18.475352,5.7843773 18.317073,5.2994316 18.241936,5.2592195 18.0898,5.1777992 17.475759,5.2618959 16.97641,5.4325423 16.438872,5.6162391 15.760897,5.963962 15.193106,6.3471725 l -0.199034,0.1343313 -0.374,-0.087447 C 13.71715,6.1829387 12.961667,6.0980593 11.985494,6.0980593 c -0.923199,0 -1.669583,0.078393 -2.4585221,0.2582201 C 9.3230393,6.4027625 9.1159857,6.4493889 9.0668531,6.459893 8.999283,6.4743388 8.9294841,6.4468373 8.7803362,6.3470016 8.230086,5.9786795 7.3945112,5.5626031 6.8713857,5.3964351 6.4998044,5.278404 5.9825852,5.2018221 5.7958159,5.2371813 5.682807,5.258576 5.6651528,5.2774363 5.6032389,5.4429163 5.3330147,6.1651555 5.248136,7.156047 5.3949394,7.8746495 5.4332474,8.0621673 5.4857424,8.2658963 5.5115946,8.3273808 5.5580663,8.4379045 5.5566664,8.4414884 5.3880398,8.6437426 4.8997729,9.229379 4.5737869,9.9267017 4.4141083,10.727095 c -0.1321075,0.662193 -0.09897,1.806838 0.078323,2.705489 0.3384044,1.715276 1.3015887,2.93661 2.8266751,3.584273 0.6082342,0.2583 1.5387698,0.493507 2.2344003,0.564776 l 0.2246791,0.02302 -0.1593148,0.17495 C 9.3759202,18.046396 9.1293239,18.597405 9.0560295,19.037247 9.0275019,19.20844 8.9788978,19.239773 8.5482765,19.364562 7.2990023,19.726587 6.3330782,19.363874 5.6167564,18.263752 5.1623218,17.565833 4.6373309,17.146303 4.043097,17.00621 3.6607955,16.91608 3.2818977,16.96159 3.1851383,17.109268 c -0.1010831,0.154272 0.054964,0.348594 0.5451332,0.678841 0.4825237,0.325096 0.8917705,0.89252 1.227872,1.702455 0.36045,0.86861 1.0786581,1.448905 2.0401405,1.648386 0.3842366,0.07972 1.1821254,0.08656 1.6185755,0.01387 0.1668539,-0.02779 0.3223315,-0.05079 0.3455056,-0.05111 0.032838,-4.58e-4 0.042135,0.23624 0.042135,1.072762 0,1.053646 -0.00142,1.076028 -0.07718,1.219299 -0.088071,0.166545 -0.2375579,0.259132 -0.4636079,0.287145 -0.117717,0.01459 -0.2195164,-0.0061 -0.4704482,-0.09578 z"
     id="path857" />
  <path
     style="fill:none;fill-opacity:1;fill-rule:nonzero;stroke:none;stroke-width:0.03401575;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1;filter:url(#filter842)"
     d="M 8.0943876,23.600213 C 7.4722641,23.389837 6.458854,22.911635 5.8359607,22.534519 4.6107701,21.792757 3.5683675,20.877797 2.6625987,19.749127 1.2447646,17.982377 0.37955311,15.89428 0.10118212,13.567416 0.04421374,13.091225 0.04332795,11.564243 0.09973514,11.073034 0.37667152,8.6613958 1.29044,6.4832367 2.7723701,4.7022473 3.1529997,4.2448049 4.0957129,3.3077925 4.4876461,2.9973439 6.3051482,1.5577077 8.2748191,0.72191349 10.571916,0.41559412 c 0.629068,-0.0838867 2.252428,-0.0830882 2.865168,0.001409 3.338829,0.46042805 6.119337,2.07140158 8.121033,4.70517208 1.153622,1.5179009 1.899929,3.2795736 2.268133,5.3539728 0.0918,0.517169 0.09397,0.558837 0.09371,1.793515 -3.03e-4,1.378963 -0.016,1.555362 -0.223057,2.505808 -0.75935,3.485573 -3.019526,6.456631 -6.150036,8.084376 -0.54982,0.285886 -1.04042,0.501512 -1.494073,0.656668 -0.293676,0.100442 -0.385286,0.117696 -0.564368,0.106293 -0.188301,-0.01199 -0.227832,-0.02723 -0.331649,-0.127854 -0.06483,-0.06283 -0.125965,-0.160716 -0.135864,-0.217519 -0.0099,-0.0568 -0.03149,-1.01339 -0.04797,-2.12575 -0.03261,-2.200487 -0.03358,-2.21159 -0.239811,-2.746352 -0.05726,-0.148473 -0.186475,-0.38476 -0.287153,-0.525083 -0.100677,-0.140323 -0.183049,-0.259836 -0.183049,-0.265585 0,-0.0057 0.0948,-0.02104 0.210674,-0.03398 0.389022,-0.04345 1.199529,-0.218943 1.583169,-0.342786 0.79756,-0.257461 1.402732,-0.579792 1.881726,-1.00226 0.861005,-0.759396 1.332448,-1.651429 1.587139,-3.003079 0.08606,-0.456734 0.123842,-1.698349 0.06827,-2.243793 C 19.513801,10.202442 19.202327,9.4415282 18.67406,8.7416212 L 18.440882,8.4326805 18.508248,8.1895844 C 18.712961,7.4508516 18.679556,6.4371233 18.42391,5.6301951 18.301868,5.2449769 18.281004,5.2247192 18.006312,5.2247192 c -0.679625,0 -1.682917,0.3750671 -2.631585,0.9837822 C 15.042938,6.4213939 14.971912,6.4543878 14.885962,6.4355485 13.781084,6.1933703 13.422857,6.1409016 12.616045,6.1030777 11.532312,6.0522715 10.523765,6.1265825 9.6112415,6.3244747 8.9515887,6.4675285 9.0215689,6.4737331 8.6472262,6.239002 7.6408773,5.6079709 6.6237209,5.2247192 5.9553034,5.2247192 c -0.2347531,0 -0.256675,0.00619 -0.309953,0.087501 -0.031533,0.048126 -0.09312,0.2110581 -0.13686,0.362072 C 5.2646862,6.5160388 5.252674,7.642076 5.480607,8.2881075 L 5.528499,8.4238487 5.2681995,8.7717782 c -0.42966,0.5743052 -0.7138382,1.2095434 -0.8711481,1.9473228 -0.092744,0.434966 -0.083068,1.695215 0.01805,2.351038 0.2830712,1.835925 1.1436559,3.091503 2.627223,3.833073 0.5700455,0.284941 1.5416548,0.565922 2.2824003,0.66005 0.1668539,0.0212 0.3228906,0.04445 0.3467487,0.05167 0.028484,0.0086 -0.00439,0.07355 -0.095729,0.189103 -0.2274833,0.287788 -0.4692529,0.827419 -0.5239459,1.169451 -0.02819,0.176289 -0.116635,0.252328 -0.3911084,0.336248 C 7.8590342,19.554838 7.2730745,19.535021 6.6801994,19.242754 6.4547804,19.13163 6.3343702,19.041685 6.1040396,18.812371 5.9438885,18.652927 5.7474765,18.423876 5.6675686,18.303371 5.0656216,17.395599 4.4086688,16.955056 3.656916,16.955056 c -0.2605146,0 -0.37282,0.02859 -0.4617917,0.117562 -0.1433657,0.143366 -0.00141,0.353509 0.4674547,0.691986 0.5226697,0.377322 0.810064,0.754072 1.2029437,1.576965 0.2742509,0.574423 0.4178858,0.795293 0.6906195,1.061982 0.3414617,0.333893 0.689399,0.536383 1.1799337,0.686691 0.2824254,0.08654 0.3317501,0.09096 1.0380873,0.093 0.4078652,0.0012 0.8423366,-0.01082 0.965492,-0.02667 l 0.223919,-0.02882 0.012036,0.534439 c 0.00662,0.293942 0.00445,0.787482 -0.00482,1.096756 -0.01829,0.610224 -0.031943,0.655613 -0.245067,0.814734 -0.1252223,0.09349 -0.3992676,0.105009 -0.6313375,0.02653 z"
     id="path859" />
  <path
     style="fill:#000000;fill-opacity:0;fill-rule:nonzero;stroke:none;stroke-width:0.0337609;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
     d="M 8.0319825,23.578614 C 7.3795372,23.351583 6.4950566,22.930821 5.837727,22.534772 4.2348533,21.569021 2.8596756,20.216495 1.8508989,18.613613 1.525929,18.097257 1.0109121,17.056994 0.80205541,16.495095 0.48727431,15.648223 0.23389255,14.613523 0.1181307,13.702247 0.04478322,13.124857 0.03428978,11.639121 0.09956113,11.073034 0.32284846,9.1365007 0.90722698,7.4714532 1.9320193,5.8518803 2.650791,4.7159394 3.7443128,3.5442527 4.8752865,2.6982275 6.5417208,1.4516511 8.5410778,0.66340378 10.706747,0.3991721 c 0.56952,-0.0694866 2.142199,-0.0598243 2.713483,0.0166713 1.29871,0.17389868 2.437215,0.49923732 3.589888,1.025845 2.358262,1.0773907 4.382517,3.0051278 5.582936,5.3167386 0.598198,1.1519329 0.984466,2.3164149 1.233196,3.717721 0.0918,0.517169 0.09397,0.558837 0.09371,1.793515 -3.03e-4,1.378963 -0.016,1.555362 -0.223057,2.505808 -0.319256,1.46545 -0.902625,2.851994 -1.714065,4.073966 -0.494002,0.743933 -0.859442,1.190481 -1.499908,1.832809 -1.158123,1.161487 -2.363898,1.981039 -3.834188,2.606056 -0.605793,0.25752 -0.925358,0.349467 -1.162183,0.334387 -0.186229,-0.01186 -0.226202,-0.02734 -0.329782,-0.127735 -0.06483,-0.06283 -0.126169,-0.160716 -0.136316,-0.217519 -0.01015,-0.0568 -0.03147,-1.01339 -0.04739,-2.12575 -0.02879,-2.012125 -0.02938,-2.024148 -0.114542,-2.350141 -0.102507,-0.392377 -0.237923,-0.686646 -0.446123,-0.969466 -0.08479,-0.115179 -0.149317,-0.212979 -0.143394,-0.217332 0.0059,-0.0044 0.139701,-0.02651 0.297286,-0.04924 1.230418,-0.17746 2.284854,-0.545315 3.022404,-1.05441 0.327767,-0.226242 0.855544,-0.753833 1.082461,-1.082081 0.482156,-0.697462 0.816626,-1.68181 0.922347,-2.714471 0.05086,-0.496791 0.01675,-1.839501 -0.05412,-2.130275 C 19.358403,9.8416585 19.066785,9.2413965 18.58846,8.6268857 L 18.44234,8.4391642 18.510859,8.1718295 C 18.660671,7.5873162 18.68189,6.7290017 18.560776,6.152667 18.4866,5.799687 18.357706,5.3965663 18.286861,5.2959823 c -0.05505,-0.078159 -0.06622,-0.079876 -0.397031,-0.061002 -0.412243,0.02352 -0.839807,0.1353833 -1.350435,0.3533124 -0.373424,0.1593728 -1.009982,0.507568 -1.362715,0.7454002 L 14.987646,6.461151 14.566298,6.3665846 C 13.551314,6.1387838 12.488288,6.0499582 11.397758,6.1018248 10.667639,6.1365496 10.306346,6.1805087 9.6983177,6.3085986 8.9317166,6.4700937 9.0430874,6.4822501 8.546734,6.182901 7.4906309,5.5459676 6.5445516,5.2040748 5.9141808,5.2315518 5.6861326,5.2414922 5.6837841,5.2425776 5.623499,5.3659079 5.3477039,5.930126 5.2324601,7.1935565 5.3904051,7.9213484 5.4286271,8.097472 5.4754928,8.2822686 5.4945506,8.3320076 5.526058,8.4142382 5.508215,8.4506579 5.2978588,8.733481 4.884089,9.2897933 4.6417729,9.7834834 4.4730583,10.413915 c -0.1235086,0.461512 -0.1659789,0.937281 -0.1430882,1.602939 0.062465,1.816482 0.5095682,3.029823 1.4722827,3.995454 0.3837809,0.384944 0.7391538,0.639443 1.247191,0.89317 0.5661212,0.282737 1.5404012,0.564401 2.2752809,0.657784 0.1668539,0.0212 0.3228906,0.04445 0.3467487,0.05167 0.028484,0.0086 -0.00439,0.07355 -0.095729,0.189103 -0.076509,0.09679 -0.1890394,0.275283 -0.2500675,0.396648 -0.1140004,0.22671 -0.2874688,0.73367 -0.2874688,0.840125 0,0.148123 -0.29631,0.279729 -0.8784323,0.390156 -0.5487128,0.104089 -1.004161,0.04615 -1.4795764,-0.18821 C 6.3267792,19.068529 5.9185153,18.677055 5.5984247,18.205466 5.2173748,17.644067 4.7933912,17.276922 4.2779424,17.062006 c -0.1846541,-0.07699 -0.2596521,-0.08836 -0.5880931,-0.08917 -0.3526502,-8.66e-4 -0.3819502,0.0042 -0.463483,0.08079 -0.047869,0.04495 -0.087035,0.116953 -0.087035,0.160016 0,0.108403 0.1957994,0.314573 0.5232472,0.55096 0.5167715,0.373063 0.8111807,0.756207 1.1882005,1.54632 0.2670132,0.559576 0.3962285,0.765499 0.6432651,1.025136 0.356196,0.374366 0.7676076,0.616995 1.3097197,0.772403 0.2336781,0.06699 0.3403365,0.07535 0.9703989,0.0761 0.3893258,4.58e-4 0.8157013,-0.01187 0.9475008,-0.02739 l 0.2396359,-0.02822 0.013999,0.567551 c 0.0077,0.312153 0.00604,0.805427 -0.00368,1.096164 -0.01555,0.464943 -0.026051,0.539803 -0.087178,0.621513 -0.1918874,0.256498 -0.4466673,0.305646 -0.8524571,0.164443 z"
     id="path861" />
</svg>
" /></a> <a href="https://www.linkedin.com/in/javier-ignacio-tamayo-leiva-94613267/"><img height="30" width="30" src="data:image/svg+xml;base64,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" /></a>
### Pontificia Universidad Católica de Valparaíso
### Junio 22, 2021

---

## Análisis exploratorio de datos (*Exploratory data analysis*)
.pull-left[
### Estadística descriptiva
- {gtsummary} package <br><br>
- Visualizando distribuciones <br>
 - `stat_summary()` <br> 
 - Boxplot <br>
 - Histograms, Density plot, Heatmaps<br>
 - {ggpubr} package <br>
 - q-q plots<br><br>
- Análisis de normalidad <br>
 - Shapiro–Wilk test <br>
 - Kolmogorov-Smirnov test <br><br>
- Análisis de Homocedasticidad <br>
 - Bartlett’s test <br>
 - Levene’s test <br>
 - Fligner-Killeen test <br>
]

.pull-right[
### Inferencia Estadística
- Análisis de correlación <br>
 - Pearson's *r* <br>
 - Spearman's *ρ* (rho) <br>
 - Kendall's *τ* (tau) <br><br>
- Reducción de dimensión <br>
 - Análisis de componentes principales (*PCA*) <br><br>
- Modelos Liniales <br>
 - `lm()` <br><br>
- Análisis de varianza <br>
 - F-test <br>
 - ANOVA test <br>
 - Kruskal-Wallis test <br><br>
- {report} package <br>
]

---
## Dependencias de esta clase

```r
# Instalar desde CRAN (The Comprehensive R Archive Network)
install.packages("tidyverse")
install.packages("ggplot2")
install.packages("gtsummary")
install.packages("flextable")
```

```r
# Cargar desde la librería
library(tidyverse)
library(ggplot2)
library(gtsummary)
library(flextable)
```

---
class: inverse center middle

# Análisis exploratorio de datos <br>

---
## Análisis exploratorio de datos

El análisis exploratorio de datos o “EDA” (por sus siglas en inglés **E**xploratory **D**ata **A**nalysis), es como se conoce -en estadística- el proceso por el cual un investigador inspecciona un set de datos con la finalidad de generar preguntas, procesar y adquirir conocimiento (procesa datos, genera resultados), y refina o genera nuevas preguntas. <br>

### Proceso 
1.	Generar preguntas basandose en los datos. <br>
1.	Obtener resultados (procesa datos, gráficos, modelos, etc.). <br>
1.	Refinar preguntas y/o generar nuevas preguntas. <br><br>

Si bien el nombre puede generar la impresión de un proceso estandarizado, en la práctica no hay reglas que limiten los análisis o técnicas utilizadas para generar el proceso iterativo. Sin embargo, existen análisis que se vuelven recurrentes durante el proceso. <br>

.footnote[Análisis exploratorio de datos [(EDA) R4DS-ES](https://es.r4ds.hadley.nz/análisis-exploratorio-de-datos-eda.html)]

---
class: inverse center middle

## Estadística descriptiva

---
## Los datos (ggplot2::mpg)

<div id="htmlwidget-8e2df5d37b1cf469c880" style="width:100%;height:auto;" class="datatables html-widget"></div>
<script type="application/json" data-for="htmlwidget-8e2df5d37b1cf469c880">{"x":{"filter":"none","fillContainer":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20"],["audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","audi","chevrolet","chevrolet"],["a4","a4","a4","a4","a4","a4","a4","a4 quattro","a4 quattro","a4 quattro","a4 quattro","a4 quattro","a4 quattro","a4 quattro","a4 quattro","a6 quattro","a6 quattro","a6 quattro","c1500 suburban 2wd","c1500 suburban 2wd"],[1.8,1.8,2,2,2.8,2.8,3.1,1.8,1.8,2,2,2.8,2.8,3.1,3.1,2.8,3.1,4.2,5.3,5.3],[1999,1999,2008,2008,1999,1999,2008,1999,1999,2008,2008,1999,1999,2008,2008,1999,2008,2008,2008,2008],[4,4,4,4,6,6,6,4,4,4,4,6,6,6,6,6,6,8,8,8],["auto(l5)","manual(m5)","manual(m6)","auto(av)","auto(l5)","manual(m5)","auto(av)","manual(m5)","auto(l5)","manual(m6)","auto(s6)","auto(l5)","manual(m5)","auto(s6)","manual(m6)","auto(l5)","auto(s6)","auto(s6)","auto(l4)","auto(l4)"],["f","f","f","f","f","f","f","4","4","4","4","4","4","4","4","4","4","4","r","r"],[18,21,20,21,16,18,18,18,16,20,19,15,17,17,15,15,17,16,14,11],[29,29,31,30,26,26,27,26,25,28,27,25,25,25,25,24,25,23,20,15],["p","p","p","p","p","p","p","p","p","p","p","p","p","p","p","p","p","p","r","e"],["compact","compact","compact","compact","compact","compact","compact","compact","compact","compact","compact","compact","compact","compact","compact","midsize","midsize","midsize","suv","suv"]],"container":"<table class=\"display\">\n  <thead>\n    <tr>\n      <th> <\/th>\n      <th>manufacturer<\/th>\n      <th>model<\/th>\n      <th>displ<\/th>\n      <th>year<\/th>\n      <th>cyl<\/th>\n      <th>trans<\/th>\n      <th>drv<\/th>\n      <th>cty<\/th>\n      <th>hwy<\/th>\n      <th>fl<\/th>\n      <th>class<\/th>\n    <\/tr>\n  <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[3,4,5,8,9]},{"orderable":false,"targets":0}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script>

Datos de economía de combustible de 1999 a 2008 para 38 modelos populares de automóviles <br>

---
## paquete-**gtsummary**

```r
# Instalar desde CRAN (The Comprehensive R Archive Network)
install.packages("gtsummary")

# Instalar la versión beta desde GitHub
install.packages("remotes")
remotes::install_github("ddsjoberg/gtsummary")

# Para guardar tablas en formato PDF, Word o PowerPoint 
# Instalar desde CRAN (The Comprehensive R Archive Network)
install.packages("flextable")

# Instalar la versión beta desde GitHub
devtools::install_github("davidgohel/flextable")
```

```r
# Cargar desde la librería
library(gtsummary)
library(flextable)
```

.footnote[[{gtsummary}](http://www.danieldsjoberg.com/gtsummary/index.html) package]

---
## Resumir data con **gtsummary**

```r
mpg2 <- mpg %>% select(class) # Seleccionar solo columnas "class" desde mpg. Se pueden seleccionar 
                              # varias columnas en "select()". Ej select(class, year, ...)
                              # También se pueden usar todas las columnas sí se saltan este paso.
tbl_summary(mpg2) %>% modify_header(label = "**Samples**")  # Resumir data
```

#onvtujiada .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#onvtujiada .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#onvtujiada .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#onvtujiada .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#onvtujiada .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#onvtujiada .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#onvtujiada .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#onvtujiada .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#onvtujiada .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#onvtujiada .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#onvtujiada .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#onvtujiada .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#onvtujiada .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#onvtujiada .gt_from_md > :first-child {
  margin-top: 0;
}

#onvtujiada .gt_from_md > :last-child {
  margin-bottom: 0;
}

#onvtujiada .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#onvtujiada .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#onvtujiada .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#onvtujiada .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#onvtujiada .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#onvtujiada .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#onvtujiada .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#onvtujiada .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#onvtujiada .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#onvtujiada .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#onvtujiada .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#onvtujiada .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#onvtujiada .gt_left {
  text-align: left;
}

#onvtujiada .gt_center {
  text-align: center;
}

#onvtujiada .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#onvtujiada .gt_font_normal {
  font-weight: normal;
}

#onvtujiada .gt_font_bold {
  font-weight: bold;
}

#onvtujiada .gt_font_italic {
  font-style: italic;
}

#onvtujiada .gt_super {
  font-size: 65%;
}

#onvtujiada .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="onvtujiada" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1"><strong>Samples</strong></th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1"><strong>N = 234</strong><sup class="gt_footnote_marks">1</sup></th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_left">class</td>
      <td class="gt_row gt_center"></td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">2seater</td>
      <td class="gt_row gt_center">5 (2.1%)</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">compact</td>
      <td class="gt_row gt_center">47 (20%)</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">midsize</td>
      <td class="gt_row gt_center">41 (18%)</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">minivan</td>
      <td class="gt_row gt_center">11 (4.7%)</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">pickup</td>
      <td class="gt_row gt_center">33 (14%)</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">subcompact</td>
      <td class="gt_row gt_center">35 (15%)</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">suv</td>
      <td class="gt_row gt_center">62 (26%)</td>
    </tr>
  </tbody>
  
  <tfoot>
    <tr class="gt_footnotes">
      <td colspan="2">
        <p class="gt_footnote">
          <sup class="gt_footnote_marks">
            <em>1</em>
          </sup>
           
          n (%)
          <br />
        </p>
      </td>
    </tr>
  </tfoot>
</table></div>

---
## Resumir data con **gtsummary**

```r
# Crear tabla resumen 
mpg %>% tbl_cross(row = year, col = class) %>% bold_labels() 
```

#iddtnxxige .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#iddtnxxige .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#iddtnxxige .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#iddtnxxige .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#iddtnxxige .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#iddtnxxige .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#iddtnxxige .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#iddtnxxige .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#iddtnxxige .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#iddtnxxige .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#iddtnxxige .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#iddtnxxige .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#iddtnxxige .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#iddtnxxige .gt_from_md > :first-child {
  margin-top: 0;
}

#iddtnxxige .gt_from_md > :last-child {
  margin-bottom: 0;
}

#iddtnxxige .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#iddtnxxige .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#iddtnxxige .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#iddtnxxige .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#iddtnxxige .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#iddtnxxige .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#iddtnxxige .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#iddtnxxige .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#iddtnxxige .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#iddtnxxige .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#iddtnxxige .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#iddtnxxige .gt_sourcenote {
  font-size: 90%;
  padding: 4px;
}

#iddtnxxige .gt_left {
  text-align: left;
}

#iddtnxxige .gt_center {
  text-align: center;
}

#iddtnxxige .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#iddtnxxige .gt_font_normal {
  font-weight: normal;
}

#iddtnxxige .gt_font_bold {
  font-weight: bold;
}

#iddtnxxige .gt_font_italic {
  font-style: italic;
}

#iddtnxxige .gt_super {
  font-size: 65%;
}

#iddtnxxige .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="iddtnxxige" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1"><strong>Characteristic</strong></th>
      <th class="gt_center gt_columns_top_border gt_column_spanner_outer" rowspan="1" colspan="7">
        <span class="gt_column_spanner"><strong>class</strong></span>
      </th>
      <th class="gt_col_heading gt_center gt_columns_bottom_border" rowspan="2" colspan="1"><strong>Total</strong></th>
    </tr>
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">2seater</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">compact</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">midsize</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">minivan</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">pickup</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">subcompact</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1">suv</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="font-weight: bold;">year</td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
      <td class="gt_row gt_center"></td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">1999</td>
      <td class="gt_row gt_center">2</td>
      <td class="gt_row gt_center">25</td>
      <td class="gt_row gt_center">20</td>
      <td class="gt_row gt_center">6</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">19</td>
      <td class="gt_row gt_center">29</td>
      <td class="gt_row gt_center">117</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="text-align: left; text-indent: 10px;">2008</td>
      <td class="gt_row gt_center">3</td>
      <td class="gt_row gt_center">22</td>
      <td class="gt_row gt_center">21</td>
      <td class="gt_row gt_center">5</td>
      <td class="gt_row gt_center">17</td>
      <td class="gt_row gt_center">16</td>
      <td class="gt_row gt_center">33</td>
      <td class="gt_row gt_center">117</td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="font-weight: bold;">Total</td>
      <td class="gt_row gt_center">5</td>
      <td class="gt_row gt_center">47</td>
      <td class="gt_row gt_center">41</td>
      <td class="gt_row gt_center">11</td>
      <td class="gt_row gt_center">33</td>
      <td class="gt_row gt_center">35</td>
      <td class="gt_row gt_center">62</td>
      <td class="gt_row gt_center">234</td>
    </tr>
  </tbody>
  
  
</table></div>

```r
# Guardar en formato Word
mpg %>% tbl_cross(row = year, col = class) %>% bold_labels() %>% 
        as_flex_table() %>% # Transforma el elemento para su compatibilidad con {flextable}
        flextable::save_as_docx(path = "./mpg.docx") # Nombre y ruta al documento Word a crear
```

.footnote[[{gtsummary}](http://www.danieldsjoberg.com/gtsummary/reference/index.html) package reference]

---
class: inverse center middle

## Estadística descriptiva
### Visualizando distribuciones

---

---
## paquete-**ggpubr**

```r
# Instalar desde CRAN (The Comprehensive R Archive Network)
install.packages("ggpubr")

# Instalar la versión beta desde GitHub
install.packages("devtools")
devtools::install_github("kassambara/ggpubr")
```

```r
# Cargar desde la librería
library(ggpubr)
```

.footnote[[{ggpubr}](http://rpkgs.datanovia.com/ggpubr/index.html) package]

---
## Q-Q plot
Q-Q plot (*quantile-quantile* plot) dibuja la correlación entre la muestra de interés y una normal.
.left-code[
Versión {ggpubr} package

```r
ggqqplot(mpg$displ)
```

Versión {ggplot2} package

```r
ggplot(mpg, aes(sample=displ))+
  stat_qq()
```
]
.right-plot[
<img src="data:image/png;base64,#Sesion_002_files/figure-html/plot-qq-out-1.png" width="576" />
> <small> Versión {ggpubr} package</small>

]

---
class: inverse center middle

## Estadística descriptiva
### Análisis de normalidad

---
## Pueba de normalidad Shapiro-Wilk
.pull-left[
### Shapiro-Wilk (SW) test
H0 = La variable muestra una distribución normal <br>
H1 = La variable no muestra una distribución normal <br>
> Para grupos pequeños N < 5000

### Interpretación 
p-value > alfa: No rechazar H0 (normal) <br>
p-value < alfa: Rechazar H0 (no normal) <br>
> alpha hipotético 5% (0,05)
]

.pull-right[

```r
shapiro.test(mpg$displ)
```

```
## 
## 	Shapiro-Wilk normality test
## 
## data:  mpg$displ
## W = 0.9408, p-value = 3.936e-08
```

```r
# 1) Crear serie entre -50 y 50, cada 5 "x"
# 2) Crear distribución normal "y"
x = seq(-50, 50, by=5) 
y = dnorm(x, mean(x), sd(x)) 
shapiro.test(dnorm(x, mean(x), sd(x)))
```

```
## 
## 	Shapiro-Wilk normality test
## 
## data:  dnorm(x, mean(x), sd(x))
## W = 0.91339, p-value = 0.0641
```
]

---
## Pueba de normalidad Kolmogorov-Smirnov
.pull-left[
### Kolmogorov-Smirnov (KS) test
H0 = La variable muestra una distribución normal <br>
H1 = La variable no muestra una distribución normal <br>
> Menos robusto que SW, pero no limita el N

### Interpretación 
p-value > alfa: No rechazar H0 (normal) <br>
p-value < alfa: Rechazar H0 (no normal) <br>
> alpha hipotético 5% (0,05)
]

.pull-right[

```r
ks.test(diamonds$carat, "pnorm", mean=mean(diamonds$carat),sd=sd(diamonds$carat))
```

```
## 
## 	One-sample Kolmogorov-Smirnov test
## 
## data:  diamonds$carat
## D = 0.12274, p-value < 2.2e-16
## alternative hypothesis: two-sided
```

```r
# 1) Crear serie entre -50 y 50, cada 5 "x"
# 2) Crear distribución normal "y"
x = seq(-50, 50, by=5) 
y = dnorm(x, mean(x), sd(x)) 
ks.test(x, "pnorm", mean=mean(x), sd=sd(x))
```

```
## 
## 	One-sample Kolmogorov-Smirnov test
## 
## data:  x
## D = 0.075542, p-value = 0.999
## alternative hypothesis: two-sided
```
]

---
## Distribución de referencia 
`stat_overlay_normal_density()`de **ggpubr** permite dibujar una distribución normal sobre la distribución de la muestra de interés.

```r
ggdensity(mpg, x = "displ", fill = "lightgreen") + 
  stat_overlay_normal_density(color = "darkblue", linetype = "dashed")
```

.center[
<img src="data:image/png;base64,#Sesion_002_files/figure-html/plot-sond-out-1.png" width="360" />
]

.footnote[[{ggpubr}](http://rpkgs.datanovia.com/ggpubr/reference/stat_overlay_normal_density.html) package - function]

---
class: inverse center middle

## Estadística descriptiva
### Análisis de Homocedasticidad

---

---
class: inverse center middle

## Inferencia Estadística

---